{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ffe88d6d-93b3-4b44-99c0-fc87fa0bc0e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1e53c595-8efb-4886-b034-b2c427787bba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model year</th>\n",
       "      <th>origin</th>\n",
       "      <th>car name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement horsepower  weight  acceleration  model year  \\\n",
       "0  18.0          8         307.0      130.0  3504.0          12.0          70   \n",
       "1  15.0          8         350.0      165.0  3693.0          11.5          70   \n",
       "2  18.0          8         318.0      150.0  3436.0          11.0          70   \n",
       "3  16.0          8         304.0      150.0  3433.0          12.0          70   \n",
       "4  17.0          8         302.0      140.0  3449.0          10.5          70   \n",
       "\n",
       "   origin                   car name  \n",
       "0       1  chevrolet chevelle malibu  \n",
       "1       1          buick skylark 320  \n",
       "2       1         plymouth satellite  \n",
       "3       1              amc rebel sst  \n",
       "4       1                ford torino  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = 'auto-mpg.data'\n",
    "columns = [\"mpg\", \"cylinders\", \"displacement\", \"horsepower\", \"weight\", \"acceleration\", \"model year\", \"origin\", \"car name\"]\n",
    "# mpg - > 燃油效率\n",
    "# cylinders -> 气缸\n",
    "# displacement - > 排量\n",
    "# horsepower - > 马力\n",
    "# weight - > 重量\n",
    "# acceleration - > 加速度\n",
    "# model year - > 型号年份\n",
    "# origin = > 编号\n",
    "# car name - > 原产地\n",
    "cars = pd.read_csv(path, delim_whitespace=True, names=columns)\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0c0ce643-b295-4e1f-a560-ac7fc7584638",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 398 entries, 0 to 397\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   mpg           398 non-null    float64\n",
      " 1   cylinders     398 non-null    int64  \n",
      " 2   displacement  398 non-null    float64\n",
      " 3   horsepower    398 non-null    object \n",
      " 4   weight        398 non-null    float64\n",
      " 5   acceleration  398 non-null    float64\n",
      " 6   model year    398 non-null    int64  \n",
      " 7   origin        398 non-null    int64  \n",
      " 8   car name      398 non-null    object \n",
      "dtypes: float64(4), int64(3), object(2)\n",
      "memory usage: 28.1+ KB\n"
     ]
    }
   ],
   "source": [
    "cars.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "884c8671-cab6-4422-a714-ab46ebb73965",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = cars['mpg']\n",
    "X = cars[['weight']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9fd168ee-b418-4f15-aa7f-ae9f83fb1eb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,test_size=0.2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4757e0ad-a61f-469f-a6b6-704d666a854e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(318, 1) (318,)\n",
      "(80, 1) (80,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape,Y_train.shape)\n",
    "print(X_test.shape,Y_test.shape)\n",
    "# print(X_train)\n",
    "# X_train.head()\n",
    "# Y_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b6830c92-28b3-43b5-ab02-6601d4967b9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lr = LinearRegression()\n",
    "lr = lr.fit(X_train,Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9bdabf05-740a-4192-813e-481401a7db33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score = 0.691680406988993\n"
     ]
    }
   ],
   "source": [
    "print('score = {}'.format(lr.score(X,Y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "329653ca-9b10-4b7f-b058-fd5d5fa17b6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_train, Y_train, color = 'red', alpha=0.3)\n",
    "plt.scatter(X_train, lr.predict(X_train),color = 'green',alpha=0.3)\n",
    "plt.xlabel('weight')\n",
    "plt.ylabel('mpg')\n",
    "plt.title('train data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "7d69bf49-7f2a-4e99-b7dd-2255c28237ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_test, Y_test, color = 'red', alpha=0.3)\n",
    "plt.scatter(X_test, lr.predict(X_test),color = 'green',alpha=0.3)\n",
    "plt.xlabel('weight')\n",
    "plt.ylabel('mpg')\n",
    "plt.title('test data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5fca38eb-e24b-4fa4-927b-66348aef2ea7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00757903]\n",
      "46.03449395203861\n",
      "score = 0.691680406988993\n"
     ]
    }
   ],
   "source": [
    "print(lr.coef_)\n",
    "print(lr.intercept_)\n",
    "print('score = {}'.format(lr.score(X,Y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a8306474-d28b-450d-a6ff-e3c10da2737f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model year</th>\n",
       "      <th>origin</th>\n",
       "      <th>car name</th>\n",
       "      <th>mpg_prediction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>18.915289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>16.197184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>18.382258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>18.479076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>ford torino</td>\n",
       "      <td>18.821729</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement horsepower  weight  acceleration  model year  \\\n",
       "0  18.0          8         307.0      130.0  3504.0          12.0          70   \n",
       "1  15.0          8         350.0      165.0  3693.0          11.5          70   \n",
       "2  18.0          8         318.0      150.0  3436.0          11.0          70   \n",
       "3  16.0          8         304.0      150.0  3433.0          12.0          70   \n",
       "4  17.0          8         302.0      140.0  3449.0          10.5          70   \n",
       "\n",
       "   origin                   car name  mpg_prediction  \n",
       "0       1  chevrolet chevelle malibu       18.915289  \n",
       "1       1          buick skylark 320       16.197184  \n",
       "2       1         plymouth satellite       18.382258  \n",
       "3       1              amc rebel sst       18.479076  \n",
       "4       1                ford torino       18.821729  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars = cars[cars.horsepower != '?']\n",
    "mul = ['weight','horsepower','displacement'] # 选择三个变量进行建立模型\n",
    "mul_lr = LinearRegression()\n",
    "mul_lr.fit(cars[mul],cars['mpg']) # 训练模型\n",
    "cars['mpg_prediction'] = mul_lr.predict(cars[mul])\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "330da445-689c-49e4-bba6-e135fc7bab34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7069554693444708"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mul_score = mul_lr.score(cars[mul],cars['mpg'])\n",
    "mul_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "94943d23-7f0c-47fb-99dd-640657f3277b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model year</th>\n",
       "      <th>origin</th>\n",
       "      <th>car name</th>\n",
       "      <th>mpg_prediction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>18.915289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>16.197184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>18.382258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>18.479076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>ford torino</td>\n",
       "      <td>18.821729</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement horsepower  weight  acceleration  model year  \\\n",
       "0  18.0          8         307.0      130.0  3504.0          12.0          70   \n",
       "1  15.0          8         350.0      165.0  3693.0          11.5          70   \n",
       "2  18.0          8         318.0      150.0  3436.0          11.0          70   \n",
       "3  16.0          8         304.0      150.0  3433.0          12.0          70   \n",
       "4  17.0          8         302.0      140.0  3449.0          10.5          70   \n",
       "\n",
       "   origin                   car name  mpg_prediction  \n",
       "0       1  chevrolet chevelle malibu       18.915289  \n",
       "1       1          buick skylark 320       16.197184  \n",
       "2       1         plymouth satellite       18.382258  \n",
       "3       1              amc rebel sst       18.479076  \n",
       "4       1                ford torino       18.821729  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars = cars[cars.horsepower != '?']\n",
    "mul = ['weight','horsepower','displacement'] # 选择三个变量进行建立模型\n",
    "mul_lr = LinearRegression()\n",
    "mul_lr.fit(cars[mul],cars['mpg']) # 训练模型\n",
    "cars['mpg_prediction'] = mul_lr.predict(cars[mul])\n",
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "28624886-ace9-4d80-9dd5-4d83c300dea0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7069554693444708"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mul_score = mul_lr.score(cars[mul],cars['mpg'])\n",
    "mul_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d7123322-084f-46d2-911b-cfecff87ec1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,10))\n",
    "ax1 = fig.add_subplot(3,1,1)\n",
    "ax2 = fig.add_subplot(3,1,2)\n",
    "ax3 = fig.add_subplot(3,1,3)\n",
    "ax1.scatter(cars['weight'], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax1.scatter(cars['weight'], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax1.set_title('weight')\n",
    "ax2.scatter([ float(x) for x in cars['horsepower'].tolist()], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax2.scatter([ float(x) for x in cars['horsepower'].tolist()], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax2.set_title('horsepower')\n",
    "ax3.scatter(cars['displacement'], cars['mpg'], c='blue', alpha=0.3)\n",
    "ax3.scatter(cars['displacement'], cars['mpg_prediction'], c='red', alpha=0.3)\n",
    "ax3.set_title('displacement')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef62eba2-8bc4-4547-b190-76c4ae0253c2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
